Embedding similarity evaluation : English-Chinese

		Level 0 : Basic Overview			Level 1 : Retrieval		Level 2 : Topic‑Level				Level 3 : Error‑Type
Model	Model Info	Dist Chart	Rand Chart	Basic Stats	CMC Curve	Retrieval Stats	UMAP (Topics & Lang1)	UMAP (Topics & Lang2)	UMAP (Sent‑Len)	Topic Avg Cosine	Error % Bar Chart
all_mpnet_base_v2	Statistic Value arch mpnet hidden_size 768 layers 12 vocab_size 30527			Statistic Value mean_true 0.287149 std_true 0.224910 mean_random 0.117413 std_random 0.085043 snr 1.995884 ks_p_value 0.000000		Statistic Value recall@k 0.100900 precision@k 0.020180 mean reciprocal rank 0.236851
all_MiniLM_L6_v2	Statistic Value arch bert hidden_size 384 layers 6 vocab_size 30522			Statistic Value mean_true 0.252059 std_true 0.232693 mean_random 0.082790 std_random 0.083890 snr 2.017742 ks_p_value 0.000000		Statistic Value recall@k 0.105700 precision@k 0.021140 mean reciprocal rank 0.241118
all_roberta_large_v1	Statistic Value arch roberta hidden_size 1024 layers 24 vocab_size 50265			Statistic Value mean_true 0.206714 std_true 0.236873 mean_random 0.066457 std_random 0.072936 snr 1.923015 ks_p_value 0.000000		Statistic Value recall@k 0.085100 precision@k 0.017020 mean reciprocal rank 0.229314
paraphrase_mpnet_base_v2	Statistic Value arch mpnet hidden_size 768 layers 12 vocab_size 30527			Statistic Value mean_true 0.207840 std_true 0.249521 mean_random 0.078083 std_random 0.074334 snr 1.745592 ks_p_value 0.000000		Statistic Value recall@k 0.099700 precision@k 0.019940 mean reciprocal rank 0.240206
paraphrase_MiniLM_L6_v2	Statistic Value arch bert hidden_size 384 layers 6 vocab_size 30522			Statistic Value mean_true 0.193350 std_true 0.246487 mean_random 0.090438 std_random 0.088177 snr 1.167098 ks_p_value 0.000000		Statistic Value recall@k 0.087500 precision@k 0.017500 mean reciprocal rank 0.232547
bert_base_nli_mean_tokens	Statistic Value arch bert hidden_size 768 layers 12 vocab_size 30522			Statistic Value mean_true 0.405271 std_true 0.217462 mean_random 0.283704 std_random 0.106589 snr 1.140522 ks_p_value 0.000000		Statistic Value recall@k 0.097650 precision@k 0.019530 mean reciprocal rank 0.236385
LaBSE	Statistic Value arch bert hidden_size 768 layers 12 vocab_size 501153			Statistic Value mean_true 0.862219 std_true 0.087595 mean_random 0.147383 std_random 0.095485 snr 7.486350 ks_p_value 0.000000		Statistic Value recall@k 0.986000 precision@k 0.197200 mean reciprocal rank 0.976524
distiluse_base_multilingual_cased_v2	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.842284 std_true 0.109548 mean_random 0.023780 std_random 0.082245 snr 9.952019 ks_p_value 0.000000		Statistic Value recall@k 0.975900 precision@k 0.195180 mean reciprocal rank 0.964685
paraphrase_multilingual_MiniLM_L12_v2	Statistic Value arch bert hidden_size 384 layers 12 vocab_size 250037			Statistic Value mean_true 0.845384 std_true 0.109365 mean_random 0.175116 std_random 0.133645 snr 5.015300 ks_p_value 0.000000		Statistic Value recall@k 0.957850 precision@k 0.191570 mean reciprocal rank 0.938954
paraphrase_multilingual_mpnet_base_v2	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.872155 std_true 0.101651 mean_random 0.230564 std_random 0.128888 snr 4.977911 ks_p_value 0.000000		Statistic Value recall@k 0.960450 precision@k 0.192090 mean reciprocal rank 0.944427
paraphrase_xlm_r_multilingual_v1	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.835749 std_true 0.109826 mean_random 0.202857 std_random 0.108693 snr 5.822727 ks_p_value 0.000000		Statistic Value recall@k 0.965800 precision@k 0.193160 mean reciprocal rank 0.952686
xlm_r_distilroberta_base_paraphrase_v1	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.835749 std_true 0.109826 mean_random 0.202857 std_random 0.108693 snr 5.822727 ks_p_value 0.000000		Statistic Value recall@k 0.965800 precision@k 0.193160 mean reciprocal rank 0.952686
stsb_xlm_r_multilingual	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.885081 std_true 0.100873 mean_random 0.184520 std_random 0.152950 snr 4.580335 ks_p_value 0.000000		Statistic Value recall@k 0.948050 precision@k 0.189610 mean reciprocal rank 0.932879
xlm_r_bert_base_nli_stsb_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.885081 std_true 0.100873 mean_random 0.184520 std_random 0.152950 snr 4.580335 ks_p_value 0.000000		Statistic Value recall@k 0.948050 precision@k 0.189610 mean reciprocal rank 0.932879
xlm_r_100langs_bert_base_nli_stsb_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.885081 std_true 0.100873 mean_random 0.184520 std_random 0.152950 snr 4.580335 ks_p_value 0.000000		Statistic Value recall@k 0.948050 precision@k 0.189610 mean reciprocal rank 0.932879
xlm_r_100langs_bert_base_nli_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.932605 std_true 0.065322 mean_random 0.362366 std_random 0.161215 snr 3.537126 ks_p_value 0.000000		Statistic Value recall@k 0.939350 precision@k 0.187870 mean reciprocal rank 0.922966
distilbert_multilingual_nli_stsb_quora_ranking	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.956673 std_true 0.036464 mean_random 0.776440 std_random 0.068607 snr 2.627024 ks_p_value 0.000000		Statistic Value recall@k 0.898300 precision@k 0.179660 mean reciprocal rank 0.864336
quora_distilbert_multilingual	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.956673 std_true 0.036464 mean_random 0.776440 std_random 0.068607 snr 2.627024 ks_p_value 0.000000		Statistic Value recall@k 0.898300 precision@k 0.179660 mean reciprocal rank 0.864336
xlm_r_large_en_ko_nli_ststb	Statistic Value arch xlm-roberta hidden_size 1024 layers 24 vocab_size 250002			Statistic Value mean_true 0.892696 std_true 0.097706 mean_random 0.188783 std_random 0.151826 snr 4.636321 ks_p_value 0.000000		Statistic Value recall@k 0.951150 precision@k 0.190230 mean reciprocal rank 0.934592
xlm_r_base_en_ko_nli_ststb	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.864184 std_true 0.103033 mean_random 0.222771 std_random 0.169783 snr 3.777835 ks_p_value 0.000000		Statistic Value recall@k 0.924050 precision@k 0.184810 mean reciprocal rank 0.899723
clip_ViT_B_32_multilingual_v1	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.945092 std_true 0.039748 mean_random 0.830551 std_random 0.065523 snr 1.748118 ks_p_value 0.000000		Statistic Value recall@k 0.636650 precision@k 0.127330 mean reciprocal rank 0.639024